Pandas Profiling Report

Dataset statistics

Number of variables	10
Number of observations	339396
Missing cells	308645
Missing cells (%)	9.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	28.5 MiB
Average record size in memory	88.0 B

Variable types

Numeric	10

Alerts

`EC` is highly overall correlated with `DO`	High correlation
`DO` is highly overall correlated with `EC` and 1 other fields	High correlation
`Temp` is highly overall correlated with `DO`	High correlation
`pH` has 48498 (14.3%) missing values	Missing
`EC` has 106381 (31.3%) missing values	Missing
`DO` has 48728 (14.4%) missing values	Missing
`TP` has 5581 (1.6%) missing values	Missing
`ORP` has 47230 (13.9%) missing values	Missing
`Temp` has 49294 (14.5%) missing values	Missing

Reproduction

Analysis started	2023-03-04 15:13:00.003949
Analysis finished	2023-03-04 15:13:30.418453
Duration	30.41 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

pH
Real number (ℝ)

Distinct	1164
Distinct (%)	0.4%
Missing	48498
Missing (%)	14.3%
Infinite	0
Infinite (%)	0.0%
Mean	7.3803322

Minimum	0.11
Maximum	13.03
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	0.11
5-th percentile	5.06
Q1	6.32
median	7.13
Q3	7.93
95-th percentile	11.55
Maximum	13.03
Range	12.92
Interquartile range (IQR)	1.61

Descriptive statistics

Standard deviation	1.8726389
Coefficient of variation (CV)	0.25373369
Kurtosis	1.1175093
Mean	7.3803322
Median Absolute Deviation (MAD)	0.8
Skewness	0.6796879
Sum	2146923.9
Variance	3.5067764
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.32	1561	0.5%
7.4	1554	0.5%
7.31	1527	0.4%
7.3	1486	0.4%
7.33	1461	0.4%
7.39	1460	0.4%
7.34	1444	0.4%
7.37	1439	0.4%
7.35	1415	0.4%
7.36	1409	0.4%
Other values (1154)	276142	81.4%
(Missing)	48498	14.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.11	3	< 0.1%
0.12	3	< 0.1%
0.13	1	< 0.1%
0.14	1	< 0.1%
0.17	2	< 0.1%
0.18	5	< 0.1%
0.19	2	< 0.1%
0.21	9	< 0.1%
0.24	11	< 0.1%
0.25	29	< 0.1%

Value	Count	Frequency (%)
13.03	1	< 0.1%
13.02	3	< 0.1%
13.01	4	< 0.1%
13	2	< 0.1%
12.99	2	< 0.1%
12.98	3	< 0.1%
12.97	1	< 0.1%
12.95	2	< 0.1%
12.94	4	< 0.1%
12.93	6	< 0.1%

EC
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	87864
Distinct (%)	37.7%
Missing	106381
Missing (%)	31.3%
Infinite	0
Infinite (%)	0.0%
Mean	24881.313

Minimum	0.01
Maximum	49999.48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	0.01
5-th percentile	8.34
Q1	1000
median	32506.48
Q3	42105.73
95-th percentile	46551.57
Maximum	49999.48
Range	49999.47
Interquartile range (IQR)	41105.73

Descriptive statistics

Standard deviation	18942.75
Coefficient of variation (CV)	0.76132439
Kurtosis	-1.6732361
Mean	24881.313
Median Absolute Deviation (MAD)	12514.28
Skewness	-0.30116365
Sum	5.7977191 × 10⁹
Variance	3.5882779 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.38	6502	1.9%
6.25	5249	1.5%
15.62	4142	1.2%
1000	3682	1.1%
12.5	2808	0.8%
3.13	2525	0.7%
18.75	1317	0.4%
25	609	0.2%
10.42	403	0.1%
13.54	368	0.1%
Other values (87854)	205410	60.5%
(Missing)	106381	31.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	40	< 0.1%
0.03	1	< 0.1%
0.11	1	< 0.1%
0.23	1	< 0.1%
0.52	170	0.1%
0.53	4	< 0.1%
0.63	22	< 0.1%
0.78	54	< 0.1%
0.79	2	< 0.1%
0.96	1	< 0.1%

Value	Count	Frequency (%)
49999.48	3	< 0.1%
49998.96	2	< 0.1%
49997.92	1	< 0.1%
49997.4	1	< 0.1%
49996.88	1	< 0.1%
49996.87	1	< 0.1%
49996.36	1	< 0.1%
49996.35	2	< 0.1%
49995.83	1	< 0.1%
49995.01	1	< 0.1%

DO
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	962
Distinct (%)	0.3%
Missing	48728
Missing (%)	14.4%
Infinite	0
Infinite (%)	0.0%
Mean	5.9062766

Minimum	0.01
Maximum	11.92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	0.01
5-th percentile	2.14
Q1	4.02
median	6.8
Q3	7.57
95-th percentile	8.29
Maximum	11.92
Range	11.91
Interquartile range (IQR)	3.55

Descriptive statistics

Standard deviation	2.1125189
Coefficient of variation (CV)	0.35767355
Kurtosis	-0.49999186
Mean	5.9062766
Median Absolute Deviation (MAD)	1.19
Skewness	-0.76220919
Sum	1716765.6
Variance	4.4627361
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	3115	0.9%
7.12	1155	0.3%
7.11	1153	0.3%
7.21	1142	0.3%
7.22	1129	0.3%
7.19	1116	0.3%
7.1	1105	0.3%
7.2	1100	0.3%
7.14	1099	0.3%
7.23	1091	0.3%
Other values (952)	277463	81.8%
(Missing)	48728	14.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	3115	0.9%
0.02	188	0.1%
0.03	65	< 0.1%
0.04	4	< 0.1%
0.05	2	< 0.1%
0.06	5	< 0.1%
0.07	5	< 0.1%
0.08	2	< 0.1%
0.09	5	< 0.1%
0.1	3	< 0.1%

Value	Count	Frequency (%)
11.92	1	< 0.1%
11.02	2	< 0.1%
10.55	1	< 0.1%
10.38	1	< 0.1%
10.21	1	< 0.1%
10	1	< 0.1%
9.95	1	< 0.1%
9.9	1	< 0.1%
9.83	1	< 0.1%
9.8	1	< 0.1%

TSS
Real number (ℝ)

Distinct	207463
Distinct (%)	61.3%
Missing	1037
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	105.63883

Minimum	0.0060457831
Maximum	999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	0.0060457831
5-th percentile	1.51
Q1	14.03
median	56.619498
Q3	156.93623
95-th percentile	335.49095
Maximum	999
Range	998.99395
Interquartile range (IQR)	142.90623

Descriptive statistics

Standard deviation	135.24683
Coefficient of variation (CV)	1.2802758
Kurtosis	13.63263
Mean	105.63883
Median Absolute Deviation (MAD)	50.279498
Skewness	2.930879
Sum	35743850
Variance	18291.706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.44	2654	0.8%
999	2534	0.7%
1.56	1959	0.6%
1.38	1823	0.5%
1.06	1626	0.5%
1.12	988	0.3%
1.5	931	0.3%
1.62	899	0.3%
1.25	783	0.2%
0.94	625	0.2%
Other values (207453)	323537	95.3%
(Missing)	1037	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.006045783134	1	< 0.1%
0.01	33	< 0.1%
0.01154646053	1	< 0.1%
0.01435289532	1	< 0.1%
0.01593086682	1	< 0.1%
0.01782574825	1	< 0.1%
0.01926957067	1	< 0.1%
0.02	45	< 0.1%
0.02117326872	1	< 0.1%
0.02270605168	1	< 0.1%

Value	Count	Frequency (%)
999	2534	0.7%
998.77	1	< 0.1%
956.75	1	< 0.1%
934.91	1	< 0.1%
885.63	1	< 0.1%
880.96	1	< 0.1%
878.8112226	1	< 0.1%
851.02	1	< 0.1%
804.37	1	< 0.1%
792.64	1	< 0.1%

TN
Real number (ℝ)

Distinct	329677
Distinct (%)	97.2%
Missing	59
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	3.60177

Minimum	0.00019439124
Maximum	14.89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	0.00019439124
5-th percentile	0.84913211
Q1	2.3539408
median	3.5342378
Q3	4.7514784
95-th percentile	6.5671114
Maximum	14.89
Range	14.889806
Interquartile range (IQR)	2.3975376

Descriptive statistics

Standard deviation	1.7265983
Coefficient of variation (CV)	0.47937494
Kurtosis	-0.11285409
Mean	3.60177
Median Absolute Deviation (MAD)	1.1980038
Skewness	0.29126033
Sum	1222213.8
Variance	2.9811416
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.51	186	0.1%
3.5	178	0.1%
3.56	149	< 0.1%
3.62	147	< 0.1%
3.46	141	< 0.1%
3.58	139	< 0.1%
3.44	136	< 0.1%
3.25	129	< 0.1%
3.57	123	< 0.1%
3.54	122	< 0.1%
Other values (329667)	337887	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0001943912385	1	< 0.1%
0.0004321799478	1	< 0.1%
0.000520341101	1	< 0.1%
0.0006229090311	1	< 0.1%
0.0007151136787	1	< 0.1%
0.0008995685182	1	< 0.1%
0.001294563841	1	< 0.1%
0.001373222761	1	< 0.1%
0.001631580413	1	< 0.1%
0.001644971519	1	< 0.1%

Value	Count	Frequency (%)
14.89	12	< 0.1%
13.79	3	< 0.1%
13.67	1	< 0.1%
12.91	1	< 0.1%
12.65	1	< 0.1%
12.42	1	< 0.1%
11.77	1	< 0.1%
11.75168487	1	< 0.1%
11.73987027	1	< 0.1%
11.61	1	< 0.1%

TP
Real number (ℝ)

Distinct	328916
Distinct (%)	98.5%
Missing	5581
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%
Mean	73.526732

Minimum	0.00011197593
Maximum	435.33311
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	0.00011197593
5-th percentile	4.1293786
Q1	28.750815
median	62.441226
Q3	106.75159
95-th percentile	181.38455
Maximum	435.33311
Range	435.333
Interquartile range (IQR)	78.00078

Descriptive statistics

Standard deviation	56.139824
Coefficient of variation (CV)	0.76352943
Kurtosis	0.79262742
Mean	73.526732
Median Absolute Deviation (MAD)	37.544907
Skewness	0.96581308
Sum	24544326
Variance	3151.6798
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02	809	0.2%
0.01	611	0.2%
0.03	463	0.1%
0.05	217	0.1%
0.04	199	0.1%
0.07	159	< 0.1%
0.06	105	< 0.1%
0.1	94	< 0.1%
0.11	87	< 0.1%
0.41	66	< 0.1%
Other values (328906)	331005	97.5%
(Missing)	5581	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0001119759281	1	< 0.1%
0.0002522438245	1	< 0.1%
0.000351450711	1	< 0.1%
0.0004413982976	1	< 0.1%
0.0005256530384	1	< 0.1%
0.0007113401034	1	< 0.1%
0.0008474424665	1	< 0.1%
0.001354511027	1	< 0.1%
0.001925187992	1	< 0.1%
0.002084801125	1	< 0.1%

Value	Count	Frequency (%)
435.3331096	1	< 0.1%
427.2802599	1	< 0.1%
395.7568261	1	< 0.1%
393.6419867	1	< 0.1%
391.7617474	1	< 0.1%
387.4939108	1	< 0.1%
387.0504534	1	< 0.1%
386.6448199	1	< 0.1%
386.4961369	1	< 0.1%
384.6805697	1	< 0.1%

TOC
Real number (ℝ)

Distinct	336541
Distinct (%)	99.7%
Missing	1837
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	18.695457

Minimum	0.00011462002
Maximum	40
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	0.00011462002
5-th percentile	3.5507711
Q1	11.610439
median	18.482246
Q3	25.552804
95-th percentile	34.645857
Maximum	40
Range	39.999885
Interquartile range (IQR)	13.942365

Descriptive statistics

Standard deviation	9.3343807
Coefficient of variation (CV)	0.49928605
Kurtosis	-0.74604311
Mean	18.695457
Median Absolute Deviation (MAD)	6.9670811
Skewness	0.10277123
Sum	6310819.6
Variance	87.130662
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.05	82	< 0.1%
0.89	15	< 0.1%
3.86	13	< 0.1%
0.2	13	< 0.1%
0.76	12	< 0.1%
0.52	12	< 0.1%
0.79	10	< 0.1%
0.84	9	< 0.1%
0.13	9	< 0.1%
0.91	8	< 0.1%
Other values (336531)	337376	99.4%
(Missing)	1837	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0001146200161	1	< 0.1%
0.0005736775409	1	< 0.1%
0.0005897045089	1	< 0.1%
0.0006757858735	1	< 0.1%
0.0009095416959	1	< 0.1%
0.00130479049	1	< 0.1%
0.001459512784	1	< 0.1%
0.001736374588	1	< 0.1%
0.002509600606	1	< 0.1%
0.003034235199	1	< 0.1%

Value	Count	Frequency (%)
40	1	< 0.1%
39.99975382	1	< 0.1%
39.99972284	1	< 0.1%
39.99945558	1	< 0.1%
39.99908297	1	< 0.1%
39.9987846	1	< 0.1%
39.99859784	1	< 0.1%
39.9979189	1	< 0.1%
39.99775387	1	< 0.1%
39.99680354	1	< 0.1%

ORP
Real number (ℝ)

Distinct	61273
Distinct (%)	21.0%
Missing	47230
Missing (%)	13.9%
Infinite	0
Infinite (%)	0.0%
Mean	363.68542

Minimum	-1232.5
Maximum	1000
Zeros	1
Zeros (%)	< 0.1%
Negative	10031
Negative (%)	3.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	-1232.5
5-th percentile	72.4
Q1	204.98
median	342.185
Q3	470.92
95-th percentile	882.995
Maximum	1000
Range	2232.5
Interquartile range (IQR)	265.94

Descriptive statistics

Standard deviation	263.91407
Coefficient of variation (CV)	0.72566578
Kurtosis	1.2937239
Mean	363.68542
Median Absolute Deviation (MAD)	134.56
Skewness	0.17763047
Sum	1.0625652 × 10⁸
Variance	69650.634
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1000	7781	2.3%
89.38	84	< 0.1%
381.5	78	< 0.1%
88.62	76	< 0.1%
81.88	70	< 0.1%
88.75	66	< 0.1%
89.12	62	< 0.1%
509.12	61	< 0.1%
-443.12	61	< 0.1%
88.38	58	< 0.1%
Other values (61263)	283769	83.6%
(Missing)	47230	13.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1232.5	1	< 0.1%
-1200.25	1	< 0.1%
-1116.25	1	< 0.1%
-1002.2	1	< 0.1%
-973.58	1	< 0.1%
-905.73	1	< 0.1%
-835.6	1	< 0.1%
-653.81	1	< 0.1%
-527.1	1	< 0.1%
-511.62	1	< 0.1%

Value	Count	Frequency (%)
1000	7781	2.3%
999.98	8	< 0.1%
999.96	10	< 0.1%
999.94	10	< 0.1%
999.92	3	< 0.1%
999.91	1	< 0.1%
999.9	3	< 0.1%
999.88	2	< 0.1%
999.87	3	< 0.1%
999.85	5	< 0.1%

Temp
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	2252
Distinct (%)	0.8%
Missing	49294
Missing (%)	14.5%
Infinite	0
Infinite (%)	0.0%
Mean	27.540814

Minimum	3.61
Maximum	59.39
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	3.61
5-th percentile	21.72
Q1	24.31
median	27.1
Q3	30.83
95-th percentile	33.55
Maximum	59.39
Range	55.78
Interquartile range (IQR)	6.52

Descriptive statistics

Standard deviation	3.9047639
Coefficient of variation (CV)	0.14178099
Kurtosis	-0.16871435
Mean	27.540814
Median Absolute Deviation (MAD)	3.21
Skewness	0.29135135
Sum	7989645.3
Variance	15.247181
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.6	950	0.3%
25.9	933	0.3%
21.62	916	0.3%
25.44	873	0.3%
24.97	855	0.3%
22.1	848	0.2%
24.12	778	0.2%
23.56	755	0.2%
24.96	737	0.2%
23.54	723	0.2%
Other values (2242)	281734	83.0%
(Missing)	49294	14.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.61	1	< 0.1%
4.9	1	< 0.1%
5.43	1	< 0.1%
8.51	1	< 0.1%
8.79	1	< 0.1%
10.85	1	< 0.1%
12.39	1	< 0.1%
13.56	1	< 0.1%
14.86	1	< 0.1%
14.92	1	< 0.1%

Value	Count	Frequency (%)
59.39	1	< 0.1%
59.28	1	< 0.1%
59.14	1	< 0.1%
59.13	1	< 0.1%
58.96	1	< 0.1%
58.87	1	< 0.1%
58.85	1	< 0.1%
58.8	1	< 0.1%
58.72	1	< 0.1%
58.68	1	< 0.1%

TEMP
Real number (ℝ)

Distinct	338319
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.89239

Minimum	21.18
Maximum	39.33
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.2 MiB

Quantile statistics

Minimum	21.18
5-th percentile	23.535954
Q1	27.112945
median	29.852345
Q3	32.627631
95-th percentile	36.382148
Maximum	39.33
Range	18.15
Interquartile range (IQR)	5.5146861

Descriptive statistics

Standard deviation	3.8413333
Coefficient of variation (CV)	0.12850539
Kurtosis	-0.55924557
Mean	29.89239
Median Absolute Deviation (MAD)	2.7583043
Skewness	0.05588391
Sum	10145357
Variance	14.755842
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35.26	13	< 0.1%
24.98	10	< 0.1%
29.74	9	< 0.1%
25	9	< 0.1%
35	9	< 0.1%
31.86	9	< 0.1%
35.88	9	< 0.1%
28.93	8	< 0.1%
35.24	8	< 0.1%
36.38	8	< 0.1%
Other values (338309)	339304	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.18	1	< 0.1%
21.1803509	1	< 0.1%
21.18074945	1	< 0.1%
21.18089344	1	< 0.1%
21.18111111	1	< 0.1%
21.18124418	1	< 0.1%
21.18134117	1	< 0.1%
21.182297	1	< 0.1%
21.18244275	1	< 0.1%
21.18266495	1	< 0.1%

Value	Count	Frequency (%)
39.33	1	< 0.1%
39.32987303	1	< 0.1%
39.3294811	1	< 0.1%
39.32932315	1	< 0.1%
39.32863458	1	< 0.1%
39.32716928	1	< 0.1%
39.32649945	1	< 0.1%
39.32630934	1	< 0.1%
39.32611579	1	< 0.1%
39.32606748	1	< 0.1%

Auto

Heatmap
Table

	pH	EC	DO	TSS	TN	TP	TOC	ORP	Temp	TEMP
pH	1.000	0.016	0.096	0.056	-0.003	-0.008	-0.003	-0.317	0.071	0.002
EC	0.016	1.000	-0.516	-0.037	0.006	0.011	0.001	0.020	0.322	-0.002
DO	0.096	-0.516	1.000	0.076	-0.007	0.008	0.002	-0.155	-0.513	0.000
TSS	0.056	-0.037	0.076	1.000	0.002	0.016	0.000	0.026	-0.128	-0.001
TN	-0.003	0.006	-0.007	0.002	1.000	0.007	-0.001	-0.003	0.003	-0.004
TP	-0.008	0.011	0.008	0.016	0.007	1.000	-0.003	-0.007	-0.011	0.002
TOC	-0.003	0.001	0.002	0.000	-0.001	-0.003	1.000	-0.003	-0.002	-0.003
ORP	-0.317	0.020	-0.155	0.026	-0.003	-0.007	-0.003	1.000	0.185	0.002
Temp	0.071	0.322	-0.513	-0.128	0.003	-0.011	-0.002	0.185	1.000	0.001
TEMP	0.002	-0.002	0.000	-0.001	-0.004	0.002	-0.003	0.002	0.001	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	pH	EC	DO	TSS	TN	TP	TOC	ORP	Temp	TEMP
Time
2017-07-11 14:05:00	7.29	1000.0	0.01	37.72	2.382600	118.301766	20.640303	257.62	32.64	28.204791
2017-07-11 14:10:00	7.29	1000.0	0.01	37.18	7.284571	23.182876	14.900992	260.50	32.56	22.112042
2017-07-11 14:15:00	7.29	1000.0	0.01	36.64	4.668972	11.363099	21.685466	255.54	32.54	33.116497
2017-07-11 14:20:00	7.30	1000.0	0.01	36.25	2.146710	83.474613	24.299291	255.06	32.47	27.300682
2017-07-11 14:25:00	7.31	1000.0	0.01	36.08	2.934312	12.725587	36.730378	258.62	32.42	33.866263
2017-07-11 14:30:00	7.31	1000.0	0.01	35.83	5.594663	79.639509	11.190794	260.10	32.42	38.535924
2017-07-11 14:35:00	7.31	1000.0	0.01	35.63	1.891900	92.438369	28.065020	258.92	32.42	24.901455
2017-07-11 14:40:00	7.31	1000.0	0.01	35.52	3.548026	26.135042	25.175644	255.42	32.35	26.988880
2017-07-11 14:45:00	7.31	1000.0	0.01	35.35	3.075528	130.620427	8.040837	252.52	32.30	29.320082
2017-07-11 14:50:00	7.31	1000.0	0.01	35.26	2.058291	235.704656	8.779740	252.12	32.27	29.274177

	pH	EC	DO	TSS	TN	TP	TOC	ORP	Temp	TEMP
Time
2020-10-02 00:15:00	12.78	9.38	8.30	86.518921	4.049392	56.549033	21.018809	384.35	24.64	30.558691
2020-10-02 00:20:00	12.79	9.38	8.29	66.979848	3.946797	155.540043	9.907424	383.58	24.67	28.146237
2020-10-02 00:25:00	12.82	9.38	8.30	96.279505	4.826141	34.118424	21.399300	384.17	24.69	36.198463
2020-10-02 00:30:00	12.79	9.38	8.29	133.537501	4.775135	37.843342	21.170736	383.88	24.75	31.043348
2020-10-02 00:35:00	12.82	9.38	8.27	82.998904	5.801933	84.532237	13.370508	383.31	24.76	27.773501
2020-10-02 00:40:00	12.78	9.38	8.28	91.446654	3.208271	62.403567	15.988773	384.21	24.76	34.115773
2020-10-02 00:45:00	12.80	9.38	8.27	209.749230	1.398283	47.297347	38.411562	383.63	24.76	26.268491
2020-10-02 00:50:00	12.81	9.38	8.27	201.656097	6.552750	145.288275	11.178243	384.04	24.76	27.838110
2020-10-02 00:55:00	12.78	9.38	8.27	176.880613	5.857913	80.260097	1.642902	384.08	24.77	36.598129
2020-10-02 01:00:00	12.80	9.38	8.28	168.404321	2.814321	26.744286	27.944556	384.23	24.76	38.210078

Overview

Variables

Interactions

Correlations

Missing values

Sample